UAI2015-ACI
UAI 2015 Workshop on Advances in Causal Inference

Table of Contents

• Preface
  
  

Full papers

• Robust Reconstruction of Causal Graphical Models based on Conditional 2-point and 3-point Information (incl. supplement) 1-29
  Séverine Affeldt, Hervé Isambert
• An Empirical Study of one of the Simplest Causal Prediction Algorithms 30-39
  Joris M. Mooij, Jerome Cremers
• Causal Reasoning for Events in Continuous Time: A Decision - Theoretic Approach (invited talk) 40-45
  Vanessa Didelez
• Recovering from Selection Bias using Marginal Structure in Discrete Models 46-55
  Robin J. Evans and Vanessa Didelez
• Lifted Representation of Relational Causal Models Revisited: Implications for Reasoning and Structure Learning 56-65
  Sanghack Lee, Vasant Honavar
• Learning the Structure of Causal Models with Relational and Temporal Dependence 66-75
  Katerina Marazopoulou, Marc Meier, David Jensen
• Query-Answer Causality in Databases: Abductive Diagnosis and View Updates 76-85
  Babak Salimi, Leopoldo Bertossi

Abstracts

• Exploiting Causality for Efficient Monitoring in POMDPs 86
  Stefano V. Albrecht, Subramanian Ramamoorthy
• An Algorithm to Compute the Likelihood Ratio Test Statistic of the Sharp Null Hypothesis for Compliers 87
  Wen Wei Loh, Thomas S. Richardson
• Causal and Statistical Inference with Social Network Data: Massive Challenges and Meager Progress (invited talk) 88
  Elizabeth Ogburn
• Inference of Cause and Effect with Unsupervised Inverse Regression 89
  Eleni Sgouritsa, Dominik Janzing, Philipp Hennig, Bernhard Schölkopf
• Advances in Integrative Causal Analysis 90-91
  Ioannis Tsamardinos